{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import argparse\n",
    "import numpy as np \n",
    "import torch\n",
    "import pickle\n",
    "import pandas as pd\n",
    "import mplfinance as mpf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_quantile(samples,q,dim=1):\n",
    "    return torch.quantile(samples,q,dim=dim).cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'dj30' #name of dataset\n",
    "tic = 'IBM' #name of ticker\n",
    "testmissingratio = 0.1 #missing ratio\n",
    "dataind = 0 #data index\n",
    "\n",
    "path = \"./data/\" + dataset + \"/\" + tic + \"_missing\" + str(testmissingratio) + \"_seed1.pk\"\n",
    "path2 = \"./save/\" + dataset + \"/\" + tic + \"_\" + str(testmissingratio) + \"/generated_outputs_nsample100.pk\"\n",
    "with open(path, \"rb\") as f:\n",
    "                observed_values, observed_masks, gt_masks, mean, std = pickle.load(f)\n",
    "\n",
    "with open(path2, 'rb') as f:\n",
    "    samples,all_target,all_evalpoint,all_observed,all_observed_time,scaler,mean_scaler = pickle.load(f)\n",
    "\n",
    "all_target_np = all_target.cpu().numpy()\n",
    "all_evalpoint_np = all_evalpoint.cpu().numpy()\n",
    "all_observed_np = all_observed.cpu().numpy()\n",
    "all_given_np = all_observed_np - all_evalpoint_np\n",
    "K = samples.shape[-1] \n",
    "L = samples.shape[-2] \n",
    "\n",
    "for k in range(K):\n",
    "    samples[:,:,:,k] = samples[:,:,:,k]*std[k]+mean[k]\n",
    "    all_target_np[:,:,k] = all_target_np[:,:,k]*std[k]+mean[k]\n",
    "\n",
    "qlist =[0.05,0.25,0.5,0.75,0.95]\n",
    "quantiles_imp= []\n",
    "for q in qlist:\n",
    "    quantiles_imp.append(get_quantile(samples, q, dim=1)*(1-all_given_np) + all_target_np * all_given_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot point chart\n",
    "plt.rcParams[\"font.size\"] = 16\n",
    "fig, axes = plt.subplots(nrows=2, ncols=5,figsize=(18, 18))\n",
    "for k in range(K):\n",
    "    df = pd.DataFrame({\"x\":np.arange(0,L), \"val\":all_target_np[dataind,:,k], \"y\":all_evalpoint_np[dataind,:,k]})\n",
    "    df = df[df.y != 0]\n",
    "    df2 = pd.DataFrame({\"x\":np.arange(0,L), \"val\":all_target_np[dataind,:,k], \"y\":all_given_np[dataind,:,k]})\n",
    "    df2 = df2[df2.y != 0]\n",
    "    row = k // 5\n",
    "    col = k % 5\n",
    "    axes[row][col].plot(range(0,L), quantiles_imp[2][dataind,:,k], color = 'g',linestyle='solid',label='CSDI')\n",
    "    axes[row][col].fill_between(range(0,L), quantiles_imp[0][dataind,:,k],quantiles_imp[4][dataind,:,k],\n",
    "                    color='g', alpha=0.3)\n",
    "    axes[row][col].plot(df.x,df.val, color = 'b',marker = 'o', linestyle='None')\n",
    "    axes[row][col].plot(df2.x,df2.val, color = 'r',marker = 'x', linestyle='None')\n",
    "    if col == 0:\n",
    "        plt.setp(axes[row, 0], ylabel='value')\n",
    "    plt.setp(axes[0, col], xlabel='day')\n",
    "for count in range(5):\n",
    "    fig.delaxes(axes[-1][-count])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date list:  ['2012-01-03', '2012-01-04', '2012-01-05', '2012-01-06', '2012-01-09', '2012-01-10', '2012-01-11', '2012-01-12', '2012-01-13', '2012-01-16']\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_path = \"./source/\" + dataset + \".csv\"\n",
    "data = pd.read_csv(dataset_path)\n",
    "date_list = data.date.unique().tolist()\n",
    "start_date = date_list[0]\n",
    "end_date = date_list[-1]\n",
    "date_list_2 = pd.bdate_range(start=start_date, end=end_date)\n",
    "date = [ x.strftime('%F') for x in date_list_2]\n",
    "print(\"date list: \", date[0:10])\n",
    "test_gt = pd.DataFrame({\"datetime\":np.arange(0,L)})\n",
    "test_impute = pd.DataFrame({\"datetime\":np.arange(0,L)})\n",
    "indicator = ['open', 'high', 'low', 'close', 'adjcp']\n",
    "for k in range(K):\n",
    "    df = pd.DataFrame({\"datetime\":np.arange(0,L), \"val\":all_target_np[dataind,:,k], \"y\":all_evalpoint_np[dataind,:,k]})\n",
    "    df = df[df.y != 0]\n",
    "    df2 = pd.DataFrame({\"datetime\":np.arange(0,L), \"val\":all_target_np[dataind,:,k], \"y\":all_given_np[dataind,:,k]})\n",
    "    df2 = df2[df2.y != 0]\n",
    "    df3 = pd.concat([df,df2])\n",
    "    df3 = df3.sort_values(by=[\"datetime\"])   \n",
    "    test_gt[indicator[k]] = df3['val']\n",
    "    test_impute[indicator[k]] = quantiles_imp[2][dataind,:,k]\n",
    "test_gt['datetime'] = date[0:10]\n",
    "test_gt.index = pd.DatetimeIndex(test_gt['datetime'])\n",
    "test_impute['datetime'] = date[0:10]\n",
    "test_impute.index = pd.DatetimeIndex(test_impute['datetime'])\n",
    "\n",
    "title_name = \"Candlestick for \" + tic\n",
    "add_plot=[mpf.make_addplot(test_impute, ylabel=\"imputed price($)\", type='candle', panel=1)]\n",
    "mpf.plot(test_gt,type='candle',addplot=add_plot, title=title_name, ylabel=\"raw price($)\", style=\"binance\", main_panel=0, panel_ratios=(1,1))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "d7288e82646d3164eca24130947288f8779d11454649f2c02a5dfc42af7f324c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
